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  "Title": "Occurrence Data Cleaning",
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  "Authors@R": "c(\nperson(\"James B.\", \"Dorey\", , \"jbdorey@me.com\", role = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0003-2721-3842\")),\nperson(\"Robert L.\", \"O'Reilly\", , \"robert.oreilly@flinders.edu.au\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-5291-7396\")),\nperson(\"Silas\", \"Bossert\", , \"silas.bossert@wsu.edu\", role = \"aut\",\ncomment = c(ORCID = \"0000-0002-3620-5468\")),\nperson(\"Erica E.\", \"Fischer\", , \"fischeer@mail.gvsu.edu\", role = \"aut\",\ncomment = c(ORCID = \"0000-0002-8202-158X\"))\n)",
  "Description": "Flags and checks occurrence data that are in Darwin Core\nformat.  The package includes generic functions and data as\nwell as some that are specific to bees. This package is meant\nto build upon and be complimentary to other excellent\noccurrence cleaning packages, including 'bdc' and\n'CoordinateCleaner'.  This package uses datasets from several\nsources and particularly from the Discover Life Website,\ncreated by Ascher and Pickering (2020).  For further\ninformation, please see the original publication and package\nwebsite.  Publication - Dorey et al. (2023)\n<doi:10.1101/2023.06.30.547152> and package website - Dorey et\nal. (2023) <https://github.com/jbdorey/BeeBDC>.",
  "License": "GPL (>= 3)",
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  "Repository": "https://jbdorey.r-universe.dev",
  "Date/Publication": "2026-05-22 05:05:03 UTC",
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      "title": "A dataset of 100 random bee occurrence records without flags or filters applied",
      "object": "beesRaw",
      "class": [
        "spec_tbl_df",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "database_id",
        "scientificName",
        "family",
        "subfamily",
        "genus",
        "subgenus",
        "subspecies",
        "species",
        "specificEpithet",
        "infraspecificEpithet",
        "acceptedNameUsage",
        "taxonRank",
        "scientificNameAuthorship",
        "identificationQualifier",
        "higherClassification",
        "identificationReferences",
        "typeStatus",
        "previousIdentifications",
        "verbatimIdentification",
        "identifiedBy",
        "dateIdentified",
        "decimalLatitude",
        "decimalLongitude",
        "stateProvince",
        "continent",
        "locality",
        "island",
        "county",
        "municipality",
        "level0Gid",
        "level0Name",
        "level1Gid",
        "level1Name",
        "license",
        "issue",
        "eventDate",
        "eventTime",
        "day",
        "month",
        "year",
        "basisOfRecord",
        "country",
        "type",
        "occurrenceStatus",
        "recordNumber",
        "recordedBy",
        "eventID",
        "Location",
        "samplingProtocol",
        "samplingEffort",
        "individualCount",
        "organismQuantity",
        "coordinatePrecision",
        "coordinateUncertaintyInMeters",
        "spatiallyValid",
        "catalogNumber",
        "gbifID",
        "datasetID",
        "institutionCode",
        "datasetName",
        "otherCatalogNumbers",
        "occurrenceID",
        "taxonKey",
        "coreid",
        "recordId",
        "collectionID",
        "verbatimScientificName",
        "verbatimEventDate",
        "associatedTaxa",
        "associatedOrganisms",
        "fieldNotes",
        "sex",
        "rights",
        "rightsHolder",
        "accessRights",
        "associatedReferences",
        "bibliographicCitation",
        "references",
        "informationWithheld",
        "isDuplicateOf",
        "hasCoordinate",
        "hasGeospatialIssues",
        "assertions",
        "occurrenceYear",
        "id",
        "duplicateStatus",
        "associatedOccurrences",
        "locationRemarks",
        "dataSource",
        "verbatim_scientificName"
      ],
      "rows": 100,
      "table": true,
      "tojson": true
    },
    {
      "name": "testChecklist",
      "title": "An example of the beesChecklist file",
      "object": "testChecklist",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "validName",
        "DiscoverLife_name",
        "rNaturalEarth_name",
        "shortName",
        "continent",
        "DiscoverLife_ISO",
        "Alpha-2",
        "iso_a3_eh",
        "official",
        "Source",
        "matchCertainty",
        "canonical",
        "canonical_withFlags",
        "family",
        "subfamily",
        "genus",
        "subgenus",
        "specificEpithet",
        "species",
        "infraspecies",
        "scientificNameAuthorship",
        "taxon_rank",
        "Notes",
        "name"
      ],
      "rows": 1105,
      "table": true,
      "tojson": true
    },
    {
      "name": "testTaxonomy",
      "title": "An example of the beesTaxonomy file",
      "object": "testTaxonomy",
      "class": [
        "spec_tbl_df",
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
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        "taxonomic_status",
        "source",
        "accid",
        "id",
        "kingdom",
        "phylum",
        "class",
        "order",
        "family",
        "subfamily",
        "tribe",
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        "validName",
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        "canonical_withFlags",
        "genus",
        "subgenus",
        "species",
        "infraspecies",
        "authorship",
        "taxon_rank",
        "valid",
        "notes"
      ],
      "rows": 79,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "atlasDownloader",
      "title": "Download occurrence data from the Atlas of Living Australia (ALA)",
      "topics": [
        "atlasDownloader"
      ]
    },
    {
      "page": "BeeBDCQuery",
      "title": "Query the bee taxonomy and country checklist",
      "topics": [
        "BeeBDCQuery"
      ]
    },
    {
      "page": "bees3sp",
      "title": "A flagged dataset of 105 random bee occurrence records from the three species",
      "topics": [
        "bees3sp"
      ]
    },
    {
      "page": "beesChecklist",
      "title": "Download a country-level checklist of bees from Discover Life",
      "topics": [
        "beesChecklist"
      ]
    },
    {
      "page": "beesCountrySubset",
      "title": "A simple scientificName and country_suggested test dataset",
      "topics": [
        "beesCountrySubset"
      ]
    },
    {
      "page": "beesFlagged",
      "title": "A flagged dataset of 100 random bee occurrence records",
      "topics": [
        "beesFlagged"
      ]
    },
    {
      "page": "beesRaw",
      "title": "A dataset of 100 random bee occurrence records without flags or filters applied",
      "topics": [
        "beesRaw"
      ]
    },
    {
      "page": "beesTaxonomy",
      "title": "Download a nearly complete taxonomy of bees globally",
      "topics": [
        "beesTaxonomy"
      ]
    },
    {
      "page": "ChaoWrapper",
      "title": "Parallel estimation of species richness in a community using iChao",
      "topics": [
        "ChaoWrapper"
      ]
    },
    {
      "page": "chordDiagramR",
      "title": "Build a chord diagram of duplicate occurrence links",
      "topics": [
        "chordDiagramR"
      ]
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    {
      "page": "ColTypeR",
      "title": "Sets up column names and types",
      "topics": [
        "ColTypeR"
      ]
    },
    {
      "page": "continentOutlieRs",
      "title": "Flag continent-level outliers with a provided checklist.",
      "topics": [
        "continentOutlieRs"
      ]
    },
    {
      "page": "coordUncerFlagR",
      "title": "Flag occurrences with an uncertainty threshold",
      "topics": [
        "coordUncerFlagR"
      ]
    },
    {
      "page": "countryHarmoniseR",
      "title": "Match and harmonise country names",
      "topics": [
        "countryHarmoniseR"
      ]
    },
    {
      "page": "countryNameCleanR",
      "title": "Fix country name issues using a user-input list",
      "topics": [
        "countryNameCleanR"
      ]
    },
    {
      "page": "countryOutlieRs",
      "title": "Flag country-level outliers with a provided checklist.",
      "topics": [
        "countryOutlieRs"
      ]
    },
    {
      "page": "dataProvTables",
      "title": "Build a table of data providers for bee occurrence records",
      "topics": [
        "dataProvTables"
      ]
    },
    {
      "page": "dataSaver",
      "title": "Simple function to save occurrence AND EML data as a list",
      "topics": [
        "dataSaver"
      ]
    },
    {
      "page": "dateFindR",
      "title": "Find dates in other columns",
      "topics": [
        "dateFindR"
      ]
    },
    {
      "page": "diagonAlley",
      "title": "Find fill-down errors",
      "topics": [
        "diagonAlley"
      ]
    },
    {
      "page": "dirMaker",
      "title": "Set up global directory paths and create folders",
      "topics": [
        "dirMaker"
      ]
    },
    {
      "page": "dupePlotR",
      "title": "Create a compound bar graph of duplicate data sources",
      "topics": [
        "dupePlotR"
      ]
    },
    {
      "page": "dupeSummary",
      "title": "Identifies duplicate occurrence records",
      "topics": [
        "dupeSummary"
      ]
    },
    {
      "page": "fileFinder",
      "title": "Finds files within a directory",
      "topics": [
        "fileFinder"
      ]
    },
    {
      "page": "flagAbsent",
      "title": "Flags occurrences that are marked as absent",
      "topics": [
        "flagAbsent"
      ]
    },
    {
      "page": "flagLicense",
      "title": "Flag license protected records",
      "topics": [
        "flagLicense"
      ]
    },
    {
      "page": "flagRecorder",
      "title": "Loads, appends, and saves occurrence flag data",
      "topics": [
        "flagRecorder"
      ]
    },
    {
      "page": "flagSummaryTable",
      "title": "Build a per-species summary for each and all flags",
      "topics": [
        "flagSummaryTable"
      ]
    },
    {
      "page": "formattedCombiner",
      "title": "Combine the formatted USGS data with the main dataset",
      "topics": [
        "formattedCombiner"
      ]
    },
    {
      "page": "GBIFissues",
      "title": "Flags records with GBIF issues",
      "topics": [
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    },
    {
      "page": "ggRichnessWrapper",
      "title": "ggplot2 extension for a Chao- and iNEXT-wrapper outputs",
      "topics": [
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    },
    {
      "page": "HarmoniseR",
      "title": "Harmonise taxonomy of occurrence data",
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    {
      "page": "idMatchR",
      "title": "Attempt to match database_ids from a prior run",
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      ]
    },
    {
      "page": "importOccurrences",
      "title": "Imports the most-recent repoMerge data",
      "topics": [
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      "page": "iNEXTwrapper",
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      "topics": [
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    },
    {
      "page": "interactiveMapR",
      "title": "Creates interactive html maps for species",
      "topics": [
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      ]
    },
    {
      "page": "jbd_CfC_chunker",
      "title": "Get country names from coordinates",
      "topics": [
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    },
    {
      "page": "jbd_coordCountryInconsistent",
      "title": "Flags coordinates that are inconsistent with the stated country name",
      "topics": [
        "jbd_coordCountryInconsistent"
      ]
    },
    {
      "page": "jbd_coordinates_precision",
      "title": "Flags coordinates for imprecision",
      "topics": [
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      "page": "jbd_coordinates_transposed",
      "title": "Identify transposed geographic coordinates",
      "concept": [
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      "topics": [
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      "page": "jbd_create_figures",
      "title": "Create figures reporting the results of the bdc/BeeBDC packages",
      "topics": [
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      "page": "jbd_Ctrans_chunker",
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      "topics": [
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      "page": "PaigeIntegrater",
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      "topics": [
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      "page": "readr_BeeBDC",
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      "topics": [
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        "readr_ASP",
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        "readr_BBD",
        "readr_BeeBDC",
        "readr_BMin",
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      "page": "repoMerge",
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      "page": "summaryFun",
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      "page": "summaryMaps",
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      "page": "taxadbToBeeBDC",
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      "page": "testChecklist",
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